Tissue | Expression Dynamics | Abbreviation |
Breast | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Breast/ATF4_pca_on_diff_genes.png) | IDC: Invasive ductal carcinoma |
DCIS: Ductal carcinoma in situ |
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers |
Colorectum (GSE201348) | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Colorectum/Becker/ATF4_pca_on_diff_genes.png) | FAP: Familial adenomatous polyposis |
CRC: Colorectal cancer |
Colorectum (HTA11) | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Colorectum/Chen/ATF4_pca_on_diff_genes.png) | AD: Adenomas |
SER: Sessile serrated lesions |
MSI-H: Microsatellite-high colorectal cancer |
MSS: Microsatellite stable colorectal cancer |
Endometrium | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Endometrium/ATF4_pca_on_diff_genes.png) | AEH: Atypical endometrial hyperplasia |
EEC: Endometrioid Cancer |
Esophagus | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Esophagus/ATF4_pca_on_diff_genes.png) | ESCC: Esophageal squamous cell carcinoma |
HGIN: High-grade intraepithelial neoplasias |
LGIN: Low-grade intraepithelial neoplasias |
Liver | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Liver/ATF4_pca_on_diff_genes.png) | HCC: Hepatocellular carcinoma |
NAFLD: Non-alcoholic fatty liver disease |
Oral Cavity | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/OralCavity/ATF4_pca_on_diff_genes.png) | EOLP: Erosive Oral lichen planus |
LP: leukoplakia |
NEOLP: Non-erosive oral lichen planus |
OSCC: Oral squamous cell carcinoma |
Prostate | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Prostate/ATF4_pca_on_diff_genes.png) | BPH: Benign Prostatic Hyperplasia |
Skin | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Skin/ATF4_pca_on_diff_genes.png) | AK: Actinic keratosis |
cSCC: Cutaneous squamous cell carcinoma |
SCCIS:squamous cell carcinoma in situ |
Thyroid | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Thyroid/ATF4_pca_on_diff_genes.png) | ATC: Anaplastic thyroid cancer |
HT: Hashimoto's thyroiditis |
PTC: Papillary thyroid cancer |
GO ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | Count |
GO:0043618111 | Esophagus | ESCC | regulation of transcription from RNA polymerase II promoter in response to stress | 42/8552 | 47/18723 | 3.91e-10 | 1.05e-08 | 42 |
GO:004259419 | Esophagus | ESCC | response to starvation | 133/8552 | 197/18723 | 4.31e-10 | 1.14e-08 | 133 |
GO:003464413 | Esophagus | ESCC | cellular response to UV | 70/8552 | 90/18723 | 4.59e-10 | 1.20e-08 | 70 |
GO:0043620111 | Esophagus | ESCC | regulation of DNA-templated transcription in response to stress | 46/8552 | 53/18723 | 5.17e-10 | 1.33e-08 | 46 |
GO:007121419 | Esophagus | ESCC | cellular response to abiotic stimulus | 206/8552 | 331/18723 | 7.52e-10 | 1.88e-08 | 206 |
GO:010400419 | Esophagus | ESCC | cellular response to environmental stimulus | 206/8552 | 331/18723 | 7.52e-10 | 1.88e-08 | 206 |
GO:003096818 | Esophagus | ESCC | endoplasmic reticulum unfolded protein response | 59/8552 | 74/18723 | 1.90e-09 | 4.36e-08 | 59 |
GO:007147816 | Esophagus | ESCC | cellular response to radiation | 122/8552 | 186/18723 | 3.07e-08 | 5.73e-07 | 122 |
GO:0070997111 | Esophagus | ESCC | neuron death | 216/8552 | 361/18723 | 3.49e-08 | 6.45e-07 | 216 |
GO:0070059111 | Esophagus | ESCC | intrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress | 50/8552 | 63/18723 | 4.37e-08 | 7.96e-07 | 50 |
GO:004668514 | Esophagus | ESCC | response to arsenic-containing substance | 30/8552 | 33/18723 | 5.73e-08 | 1.02e-06 | 30 |
GO:00059969 | Esophagus | ESCC | monosaccharide metabolic process | 159/8552 | 257/18723 | 1.11e-07 | 1.81e-06 | 159 |
GO:00193189 | Esophagus | ESCC | hexose metabolic process | 147/8552 | 237/18723 | 2.63e-07 | 3.94e-06 | 147 |
GO:000698416 | Esophagus | ESCC | ER-nucleus signaling pathway | 38/8552 | 46/18723 | 2.70e-07 | 4.00e-06 | 38 |
GO:000206420 | Esophagus | ESCC | epithelial cell development | 136/8552 | 220/18723 | 9.50e-07 | 1.21e-05 | 136 |
GO:000164918 | Esophagus | ESCC | osteoblast differentiation | 140/8552 | 229/18723 | 1.63e-06 | 1.95e-05 | 140 |
GO:000150317 | Esophagus | ESCC | ossification | 232/8552 | 408/18723 | 3.00e-06 | 3.40e-05 | 232 |
GO:0051402110 | Esophagus | ESCC | neuron apoptotic process | 148/8552 | 246/18723 | 3.08e-06 | 3.47e-05 | 148 |
GO:1901214111 | Esophagus | ESCC | regulation of neuron death | 186/8552 | 319/18723 | 3.35e-06 | 3.73e-05 | 186 |
GO:00063602 | Esophagus | ESCC | transcription by RNA polymerase I | 42/8552 | 55/18723 | 3.41e-06 | 3.78e-05 | 42 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0501224 | Breast | IDC | Parkinson disease | 107/867 | 266/8465 | 2.57e-39 | 8.36e-37 | 6.26e-37 | 107 |
hsa0502023 | Breast | IDC | Prion disease | 102/867 | 273/8465 | 3.70e-34 | 4.01e-32 | 3.00e-32 | 102 |
hsa0501023 | Breast | IDC | Alzheimer disease | 107/867 | 384/8465 | 1.70e-23 | 7.88e-22 | 5.90e-22 | 107 |
hsa0501423 | Breast | IDC | Amyotrophic lateral sclerosis | 102/867 | 364/8465 | 1.29e-22 | 5.22e-21 | 3.91e-21 | 102 |
hsa0502223 | Breast | IDC | Pathways of neurodegeneration - multiple diseases | 116/867 | 476/8465 | 3.63e-20 | 1.18e-18 | 8.82e-19 | 116 |
hsa0493223 | Breast | IDC | Non-alcoholic fatty liver disease | 50/867 | 155/8465 | 3.48e-14 | 8.08e-13 | 6.05e-13 | 50 |
hsa0491523 | Breast | IDC | Estrogen signaling pathway | 35/867 | 138/8465 | 2.55e-07 | 5.18e-06 | 3.88e-06 | 35 |
hsa0421022 | Breast | IDC | Apoptosis | 31/867 | 136/8465 | 1.34e-05 | 1.61e-04 | 1.20e-04 | 31 |
hsa0414124 | Breast | IDC | Protein processing in endoplasmic reticulum | 36/867 | 174/8465 | 2.73e-05 | 2.86e-04 | 2.14e-04 | 36 |
hsa050312 | Breast | IDC | Amphetamine addiction | 18/867 | 69/8465 | 1.42e-04 | 1.36e-03 | 1.01e-03 | 18 |
hsa0516624 | Breast | IDC | Human T-cell leukemia virus 1 infection | 40/867 | 222/8465 | 2.52e-04 | 2.21e-03 | 1.66e-03 | 40 |
hsa0516324 | Breast | IDC | Human cytomegalovirus infection | 39/867 | 225/8465 | 6.66e-04 | 5.41e-03 | 4.05e-03 | 39 |
hsa0413723 | Breast | IDC | Mitophagy - animal | 17/867 | 72/8465 | 7.61e-04 | 6.04e-03 | 4.52e-03 | 17 |
hsa0520322 | Breast | IDC | Viral carcinogenesis | 34/867 | 204/8465 | 2.82e-03 | 1.86e-02 | 1.39e-02 | 34 |
hsa0541724 | Breast | IDC | Lipid and atherosclerosis | 35/867 | 215/8465 | 3.67e-03 | 2.29e-02 | 1.71e-02 | 35 |
hsa0501234 | Breast | IDC | Parkinson disease | 107/867 | 266/8465 | 2.57e-39 | 8.36e-37 | 6.26e-37 | 107 |
hsa0502033 | Breast | IDC | Prion disease | 102/867 | 273/8465 | 3.70e-34 | 4.01e-32 | 3.00e-32 | 102 |
hsa0501033 | Breast | IDC | Alzheimer disease | 107/867 | 384/8465 | 1.70e-23 | 7.88e-22 | 5.90e-22 | 107 |
hsa0501433 | Breast | IDC | Amyotrophic lateral sclerosis | 102/867 | 364/8465 | 1.29e-22 | 5.22e-21 | 3.91e-21 | 102 |
hsa0502233 | Breast | IDC | Pathways of neurodegeneration - multiple diseases | 116/867 | 476/8465 | 3.63e-20 | 1.18e-18 | 8.82e-19 | 116 |
TF | Cell Type | Tissue | Disease Stage | Target Gene | RSS | Regulon Activity |
ATF4 | PLA | Colorectum | AD | RNF157,HERPUD1,EIF1, etc. | 5.18e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Colorectum/Str/TF_AD/regulons_activity_in_dotplot.png) |
ATF4 | PLA | Colorectum | ADJ | RNF157,HERPUD1,EIF1, etc. | 2.95e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Colorectum/Str/TF_ADJ/regulons_activity_in_dotplot.png) |
ATF4 | PLA | Colorectum | CRC | RNF157,HERPUD1,EIF1, etc. | 2.78e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Colorectum/Str/TF_CRC/regulons_activity_in_dotplot.png) |
ATF4 | PLA | Colorectum | FAP | RNF157,HERPUD1,EIF1, etc. | 2.93e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Colorectum/Str/TF_FAP/regulons_activity_in_dotplot.png) |
ATF4 | PLA | Colorectum | Healthy | RNF157,HERPUD1,EIF1, etc. | 3.81e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Colorectum/Str/TF_Healthy/regulons_activity_in_dotplot.png) |
ATF4 | PLA | Colorectum | MSI-H | RNF157,HERPUD1,EIF1, etc. | 3.02e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Colorectum/Str/TF_MSI-H/regulons_activity_in_dotplot.png) |
ATF4 | PLA | Colorectum | MSS | RNF157,HERPUD1,EIF1, etc. | 2.09e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Colorectum/Str/TF_MSS/regulons_activity_in_dotplot.png) |
ATF4 | PLA | Colorectum | SER | RNF157,HERPUD1,EIF1, etc. | 5.22e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Colorectum/Str/TF_SER/regulons_activity_in_dotplot.png) |
ATF4 | CD8TEFF | Endometrium | EEC | HPRT1,EIF1,ENPP4, etc. | 1.50e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Endometrium/Str/TF_EEC/regulons_activity_in_dotplot.png) |
ATF4 | PLA | Liver | Healthy | CD9,EIF1,CD36, etc. | 5.61e-01 | ![The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.](images/gene_regulatory/Liver/Str/TF_Healthy/regulons_activity_in_dotplot.png) |